# Life Satisfaction Scorer AI Agent Connect

> Life Satisfaction Scorer MCP uses the validated Satisfaction with Life Scale (SWLS) to help you quantify well-being. Your AI client can process raw survey data, calculate specific satisfaction categories, compare your results against population norms, and generate personalized prompts for deeper self-reflection.

## Overview
- **Category:** productivity
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_paD5vIfri2QsWsYBuV4yefgiO1fYwUweOS03UTKT/ai-agent-connect
- **Tags:** swls, psychometrics, self-improvement, mental-health, scoring

## Description

You can use this MCP to move beyond vague feelings about well-being and start using validated psychometric data. It implements the Satisfaction with Life Scale (SWLS), a standard instrument used to measure cognitive life satisfaction. Instead of guessing how you or your clients are doing, you provide the raw survey inputs and let your AI agent handle the heavy lifting. It checks your data for accuracy, calculates a total score, and places that score into a qualitative category. You can also see where a score sits compared to the general population or ask your agent to generate specific questions to help you dig deeper into your responses. It is a precise way to bring psychological measurement into your existing AI workflows.

## Tools

### calculate_swls_score
This tool calculates your raw total score and assigns a qualitative satisfaction category based on your responses.

### compare_to_norms
Use this to check how a specific total score ranks against established population distribution norms.

### get_reflection_prompts
This tool generates personalized qualitative questions to help you explore your life satisfaction more deeply.

### validate_response_format
This tool ensures your input data meets the specific requirements of the SWLS instrument before any calculations occur.

## Prompt Examples

**Prompt:** 
```
I answered 7, 6, 7, 7, 6 on the life satisfaction scale. What is my score and category?
```

**Response:** 
```
Your total score is 33, which falls into the High Satisfaction category.
```

**Prompt:** 
```
My score was 12. How does this compare to the general population?
```

**Response:** 
```
A score of 12 is in the low percentile compared to the general population.
```

**Prompt:** 
```
I got a score of 25. Can you give me some reflection prompts?
```

**Response:** 
```
Since you have moderate satisfaction, consider reflecting on which areas of your life are currently providing the most stability.
```

## Capabilities

### Data Validation
Your agent uses this to confirm survey inputs are formatted correctly for the SWLS scale.

### Score Calculation
The AI calculates raw totals and satisfaction categories from your provided numbers.

### Normative Comparison
Your agent compares individual scores against population-wide distributions.

### Qualitative Reflection
The AI generates custom questions based on your specific satisfaction levels.

## Use Cases

### Personal Well-being Tracking
Input your own responses to see where you stand and get prompts to help you reflect.

### Client Progress Monitoring
Standardize how you measure satisfaction for people you coach.

### Psychometric Data Processing
Quickly validate and score SWLS datasets within your AI chat interface.

### Guided Self-Exploration
Use the reflection tool to move from a number to a meaningful conversation about your life.

## Benefits

- Uses the validated SWLS scale for reliable measurement.
- Converts raw numbers into understandable qualitative categories.
- Provides context by comparing scores to population norms.
- Generates custom questions for deeper qualitative analysis.

## How It Works

Connect the MCP to your AI client and start analyzing data immediately.

1. Connect your preferred client like Claude or Cursor to Vinkius.
2. Provide your SWLS survey responses to your AI agent.
3. The agent validates the format of your inputs.
4. The agent calculates your score and category.
5. Review your results or ask for reflection prompts and population comparisons.

## Frequently Asked Questions

**What is the SWLS scale?**
The Satisfaction with Life Scale (SWLS) is a validated psychometric instrument used to measure cognitive life satisfaction.

**How do I use this with Claude?**
You connect the MCP through the Vinkius platform. Once connected, you can simply type your survey responses directly into Claude.

**Can I compare my score to others?**
Yes, the MCP includes a tool to compare your specific total score against established population distribution norms.

**Does this MCP require manual setup?**
No, Vinkius hosts and manages the MCP. You just connect your client and it is ready to use.

**What kind of output do I get?**
You get raw scores, qualitative satisfaction categories, population comparisons, and personalized reflection questions.